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the weight is set to some positive constant W For each input corresponding to a negated antecedent, the weight is set to -W The threshold weight of the unit, wo is then set to -(n- 5)W, where n is the number of non-negated antecedents When unit input values are 1 or 0, this assures that their weighted sum plus wo will be positive (and the sigmoid output will therefore be greater than 05) if and only if all clause antecedents are satisfied Note for sigmoid units at the second and subsequent layers, unit inputs will not necessarily be 1 and 0 and the above argument may not apply However, if a sufficiently large value is chosen for W, this KBANN algorithm can correctly encode the domain theory for arbitrarily deep networks Towell and Shavlik (1994) report using W = 40 in many of their experiments Each sigmoid unit input is connected to the appropriate network input or to the output of another sigmoid unit, to mirror the graph of dependencies among the corresponding attributes in the domain theory As a final step many additional inputs are added to each threshold unit, with their weights set approximately to zero The role of these additional connections is to enable the network to inductively learn additional dependencies beyond those suggested by the given domain theory The solid lines in the network of Figure 122 indicate unit inputs with weights of W, whereas the lightly shaded lines indicate connections with initial weights near zero It is easy to verify that for sufficiently large values of W this network will output values identical to the predictions of the domain theory The second stage of KBANN (step 4 in the algorithm of Table 122) uses the training examples and the BACWROPAGATION algorithm to refine the initial network weights Of course if the domain theory and training examples contain no errors, the initial network will already fit the training data In the Cup example, however, the domain theory and training data are inconsistent, and this step therefore alters the initial network weights The resulting trained network is summarized in Figure 123, with dark solid lines indicating the largest positive weights, dashed lines indicating the largest negative weights, and light lines.

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